Session Information

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sessionInfo(package=NULL)
R version 3.3.2 (2016-10-31)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows >= 8 x64 (build 9200)

locale:
[1] LC_COLLATE=English_United States.1252  LC_CTYPE=English_United States.1252   
[3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C                          
[5] LC_TIME=English_United States.1252    

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

loaded via a namespace (and not attached):
 [1] backports_1.0.5 magrittr_1.5    rprojroot_1.2   htmltools_0.3.5 tools_3.3.2    
 [6] base64enc_0.1-3 yaml_2.1.14     Rcpp_0.12.10    stringi_1.1.2   rmarkdown_1.3  
[11] knitr_1.15.1    jsonlite_1.4    stringr_1.1.0   digest_0.6.11   evaluate_0.10  

Summary of Library Data

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This data set is from kaggle. You can find this data here. It provides detailed information about libraries in each state in the United States.

summary(states)
 Submission_Year    State             State_Code     Region_Code    Service_Population
 Min.   :2015    Length:51          Min.   : 1.00   Min.   :1.000   Min.   :  582658  
 1st Qu.:2015    Class :character   1st Qu.:16.50   1st Qu.:3.000   1st Qu.: 1493456  
 Median :2015    Mode  :character   Median :29.00   Median :5.000   Median : 4395295  
 Mean   :2015                       Mean   :28.96   Mean   :4.471   Mean   : 6181043  
 3rd Qu.:2015                       3rd Qu.:41.50   3rd Qu.:6.000   3rd Qu.: 7475148  
 Max.   :2015                       Max.   :56.00   Max.   :8.000   Max.   :38322887  
 Service_Population_Without_Duplicates State_Population   Central_Libraries Branch_Libraries
 Min.   :  582658                      Min.   :  582658   Min.   :  1.0     Min.   :  3.0   
 1st Qu.: 1472869                      1st Qu.: 1743730   1st Qu.: 63.0     1st Qu.: 38.5   
 Median : 4395295                      Median : 4395295   Median :112.0     Median : 95.0   
 Mean   : 6021934                      Mean   : 6195242   Mean   :177.5     Mean   :150.4   
 3rd Qu.: 6764752                      3rd Qu.: 6817706   3rd Qu.:237.5     3rd Qu.:207.0   
 Max.   :38322887                      Max.   :38340074   Max.   :755.0     Max.   :950.0   
  Bookmobiles    MLS_Librarians      Librarians       Employees       Total_Staff     
 Min.   : 0.00   Min.   :  39.88   Min.   : 112.5   Min.   : 111.0   Min.   :  245.3  
 1st Qu.: 3.00   1st Qu.: 144.50   1st Qu.: 284.2   1st Qu.: 376.4   1st Qu.:  723.2  
 Median : 7.00   Median : 329.58   Median : 679.9   Median :1210.1   Median : 1817.3  
 Mean   :12.92   Mean   : 629.70   Mean   : 927.1   Mean   :1788.9   Mean   : 2716.0  
 3rd Qu.:17.50   3rd Qu.: 767.76   3rd Qu.:1171.0   3rd Qu.:2340.9   3rd Qu.: 3519.8  
 Max.   :75.00   Max.   :3437.24   Max.   :4073.9   Max.   :8391.0   Max.   :12464.9  
 Local_Government_Operating_Revenue State_Government_Operating_Revenue
 Min.   :0.000e+00                  Min.   :        0                 
 1st Qu.:4.424e+07                  1st Qu.:  1205048                 
 Median :1.185e+08                  Median :  4033130                 
 Mean   :2.016e+08                  Mean   : 16668047                 
 3rd Qu.:2.374e+08                  3rd Qu.: 12342780                 
 Max.   :1.265e+09                  Max.   :345037953                 
 Federal_Government_Operating_Revenue Other_Operating_Revenue Total_Operating_Revenue
 Min.   :      0                      Min.   :   180898       Min.   :1.830e+07      
 1st Qu.: 247294                      1st Qu.:  4018902       1st Qu.:5.172e+07      
 Median : 497265                      Median :  9247116       Median :1.306e+08      
 Mean   : 895589                      Mean   : 17522202       Mean   :2.367e+08      
 3rd Qu.:1070844                      3rd Qu.: 17584116       3rd Qu.:2.848e+08      
 Max.   :5792339                      Max.   :191656418       Max.   :1.355e+09      
    Salaries            Benefits         Total_Staff_Expenditures Print_Collection_Expenditures
 Min.   :  8517104   Min.   :   229606   Min.   : 10890655        Min.   : 1732866             
 1st Qu.: 24806427   1st Qu.:  8439042   1st Qu.: 33433702        1st Qu.: 3703121             
 Median : 62750473   Median : 22988790   Median : 85739263        Median :10136582             
 Mean   :109245728   Mean   : 39733389   Mean   :148979117        Mean   :14738013             
 3rd Qu.:139643819   3rd Qu.: 45490279   3rd Qu.:190242298        3rd Qu.:18743538             
 Max.   :605134988   Max.   :281367947   Max.   :876111285        Max.   :68898041             
 Digital_Collection_Expenditures Other_Collection_Expenditures Total_Collection_Expenditures
 Min.   :  158409                Min.   :   76731              Min.   :  2432733            
 1st Qu.: 1161444                1st Qu.:  756074              1st Qu.:  5457850            
 Median : 2887735                Median : 3217904              Median : 15558992            
 Mean   : 5356909                Mean   : 4911608              Mean   : 25006531            
 3rd Qu.: 6431658                3rd Qu.: 6629340              3rd Qu.: 34862064            
 Max.   :24944727                Max.   :32163245              Max.   :112729077            
 Other_Operating_Expenditures Total_Operating_Expenditures Local_Government_Capital_Revenue
 Min.   :  3944576            Min.   :1.731e+07            Min.   :       0                
 1st Qu.:  9923100            1st Qu.:4.882e+07            1st Qu.: 1998838                
 Median : 26913847            Median :1.260e+08            Median : 7588520                
 Mean   : 48396075            Mean   :2.224e+08            Mean   :10798721                
 3rd Qu.: 56365576            3rd Qu.:2.680e+08            3rd Qu.:16868779                
 Max.   :326843919            Max.   :1.286e+09            Max.   :50568512                
 State_Government_Capital_Revenue Federal_Government_Capital_Revenue Other_Capital_Revenue
 Min.   :       0                 Min.   :       0                   Min.   :       0     
 1st Qu.:       0                 1st Qu.:       0                   1st Qu.:  310920     
 Median :   49290                 Median :   31980                   Median : 1289455     
 Mean   : 2419471                 Mean   :  495817                   Mean   : 4071006     
 3rd Qu.: 1125000                 3rd Qu.:  211338                   3rd Qu.: 3236141     
 Max.   :25243857                 Max.   :18521642                   Max.   :87067000     
 Total_Capital_Revenue Total_Capital_Expenditures Print_Collection   Digital_Collection
 Min.   :   190956     Min.   :   347748          Min.   : 1642715   Min.   :   22966  
 1st Qu.:  4831600     1st Qu.:  5074609          1st Qu.: 4679018   1st Qu.:  399830  
 Median :  9698454     Median : 10372327          Median : 9442086   Median : 1647955  
 Mean   : 17785016     Mean   : 22637427          Mean   :15056932   Mean   : 4194353  
 3rd Qu.: 23468550     3rd Qu.: 28077506          3rd Qu.:17167508   3rd Qu.: 3683356  
 Max.   :116604806     Max.   :126989107          Max.   :70815265   Max.   :47106859  
 Audio_Collection  Downloadable_Audio Physical_Video    Downloadable_Video
 Min.   :  86416   Min.   :    9338   Min.   : 119605   Min.   :     0    
 1st Qu.: 230386   1st Qu.:  222568   1st Qu.: 324603   1st Qu.:  5026    
 Median : 593488   Median :  564568   Median : 814043   Median : 21580    
 Mean   : 893410   Mean   : 1300921   Mean   :1209907   Mean   :105070    
 3rd Qu.:1130140   3rd Qu.: 1358018   3rd Qu.:1437894   3rd Qu.: 71680    
 Max.   :3530931   Max.   :11064932   Max.   :5154677   Max.   :922536    
 Local_Cooperative_Agreements State_Licensed_Databases Total_Licensed_Databases
 Min.   :    0                Min.   :    0            Min.   :   74           
 1st Qu.:  395                1st Qu.: 1785            1st Qu.: 2810           
 Median :  888                Median : 4275            Median : 5003           
 Mean   : 1909                Mean   : 6252            Mean   : 8161           
 3rd Qu.: 1865                3rd Qu.: 8093            3rd Qu.:11726           
 Max.   :17442                Max.   :26371            Max.   :28951           
 Print_Subscriptions   Hours_Open      Library_Visits      Reference_Transactions
 Min.   :  2071      Min.   :  65208   Min.   :  2186038   Min.   :  373837      
 1st Qu.:  6368      1st Qu.: 293115   1st Qu.:  7430782   1st Qu.:  911614      
 Median : 14972      Median : 551274   Median : 18178677   Median : 3483395      
 Mean   : 26915      Mean   : 721113   Mean   : 27947560   Mean   : 5157088      
 3rd Qu.: 36913      3rd Qu.: 922803   3rd Qu.: 35273654   3rd Qu.: 6240569      
 Max.   :166683      Max.   :2392554   Max.   :164300175   Max.   :28105028      
 Registered_Users   Circulation_Transactions Interlibrary_Loans_Provided
 Min.   :  281392   Min.   :  3938767        Min.   :       0           
 1st Qu.:  924534   1st Qu.:  9299584        1st Qu.:   57346           
 Median : 2476596   Median : 27866711        Median :  266163           
 Mean   : 3372037   Mean   : 45376494        Mean   : 1385314           
 3rd Qu.: 4122706   3rd Qu.: 61758828        3rd Qu.:  906895           
 Max.   :21723648   Max.   :222788583        Max.   :11912575           
 Interlibrary_Loans_Received Library_Programs Childrens_Programs Young_Adult_Programs
 Min.   :      57            Min.   :  7940   Min.   :  5265     Min.   : 1172       
 1st Qu.:   62142            1st Qu.: 25835   1st Qu.: 15432     1st Qu.: 2356       
 Median :  302038            Median : 62120   Median : 37852     Median : 6168       
 Mean   : 1382256            Mean   : 87964   Mean   : 50464     Mean   : 8322       
 3rd Qu.:  901136            3rd Qu.:101758   3rd Qu.: 64567     3rd Qu.: 9664       
 Max.   :11469527            Max.   :500005   Max.   :213468     Max.   :55526       
 Library_Program_Audience Childrens_Program_Audience Young_Adult_Program_Audience
 Min.   : 183507          Min.   : 145049            Min.   : 12589              
 1st Qu.: 609558          1st Qu.: 388609            1st Qu.: 33708              
 Median :1396310          Median :1032396            Median : 94146              
 Mean   :2000421          Mean   :1376584            Mean   :131304              
 3rd Qu.:2450672          3rd Qu.:1725636            3rd Qu.:160931              
 Max.   :9491467          Max.   :6909344            Max.   :725295              
 Public_Internet_Computers Internet_Computer_Use Wireless_Internet_Sessions  Start_Date       
 Min.   :  524             Min.   :  577405      Min.   :      -1           Length:51         
 1st Qu.: 1556             1st Qu.: 1895499      1st Qu.:  198808           Class :character  
 Median : 4726             Median : 4465464      Median : 1266660           Mode  :character  
 Mean   : 5610             Mean   : 6320727      Mean   : 2926421                             
 3rd Qu.: 6724             3rd Qu.: 7600968      3rd Qu.: 4223684                             
 Max.   :21735             Max.   :35000501      Max.   :15224387                             
   End_Date        
 Length:51         
 Class :character  
 Mode  :character  
                   
                   
                   

Summary of Subsets of Library Data

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This data is a subset of the library data that was re-configured to make Digital Cost, Other Cost, Print Cost, and Total Cost to be a subset of a larger category – Collection Cost Type. This way, the data could be easily grouped on the same visualization.

summary(states_boxplot)
    State             Category              Cost          
 Length:204         Length:204         Min.   :    76731  
 Class :character   Class :character   1st Qu.:  2429076  
 Mode  :character   Mode  :character   Median :  5843598  
                                       Mean   : 12503265  
                                       3rd Qu.: 15685597  
                                       Max.   :112729077  

This data is a subset of the library data that was re-configured to make Children’s Programs, Young Adult Programs, and Adult Programs to be a subset of a larger category – Program Type. This way, the data could be easily grouped on the same visualization.

summary(Program_Category)
    State           Program_Category    Num_Programs   
 Length:153         Length:153         Min.   :  1172  
 Class :character   Class :character   1st Qu.:  7381  
 Mode  :character   Mode  :character   Median : 22070  
                                       Mean   : 48917  
                                       3rd Qu.: 62120  
                                       Max.   :500005  

Summary of Census Data

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This data set is from the census data on data.world. You can find this data here. It provides the number of employed persons in each state.

summary(census_employment)
    State              Employed       
 Length:52          Min.   :  456640  
 Class :character   1st Qu.: 1398759  
 Mode  :character   Median : 3335384  
                    Mean   : 4886644  
                    3rd Qu.: 5501786  
                    Max.   :30312429  

This data set is from the census data on data.world. You can find this data here. It provides the number of people enrolled in high school in each state.

summary(census_enrollment)
    State           Enrollment_9to12 
 Length:52          Min.   :  24198  
 Class :character   1st Qu.:  91860  
 Mode  :character   Median : 215712  
                    Mean   : 331031  
                    3rd Qu.: 362992  
                    Max.   :2216175  

This data set is from the census data on data.world. You can find this data here. It provides the median family income in each state.

summary(Median_Family_Income)
    State             B19119_001   
 Length:52          Min.   :22976  
 Class :character   1st Qu.:57986  
 Mode  :character   Median :65813  
                    Mean   :66551  
                    3rd Qu.:74030  
                    Max.   :90089  

This data set is from Current Results. You can find this data here. It provides the average temperature in each state.

summary(State_Temp_and_Rain)
    State           Average Temperature Total Hours of Sunlight   Clear Days    
 Length:50          Min.   :26.60       Min.   :2061            Min.   : 58.00  
 Class :character   1st Qu.:45.25       1st Qu.:2514            1st Qu.: 89.25  
 Mode  :character   Median :51.20       Median :2690            Median :100.50  
                    Mean   :51.94       Mean   :2721            Mean   :103.26  
                    3rd Qu.:58.65       3rd Qu.:2924            3rd Qu.:115.00  
                    Max.   :70.70       Max.   :3806            Max.   :193.00  
                                        NA's   :3                               

This data set is from Researcher Tools. You can find this data here. It provides useful connections between state names, state codes, and regions.

summary(states_with_regions)
    State            State Code           Region           Sub-Region       
 Length:50          Length:50          Length:50          Length:50         
 Class :character   Class :character   Class :character   Class :character  
 Mode  :character   Mode  :character   Mode  :character   Mode  :character  

The Tableau Visualizations

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This is a map of the United States, color-coded by region. This is not one of our visualizations. It simply shows the regions used in the following two visualizations.

The Shiny Visualizations

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CiFbXG5dKENyb3NzdGFiX3JldmVudWVfY29zdF9yYXRpby5wbmcpDQoNCiFbXG5dKEZpbGxlZF9tYXBfY29tcHV0ZXJzX2twaS5wbmcpDQoNCiFbXG5dKEhpc3RvZ3JhbV9jb21wdXRlcl91c2UucG5nKQ0KDQohW1xuXShEYXNoYm9hcmRfTGlicmFyeV9wcm9ncmFtc192c19WaXNpdHMucG5nKQ0KDQohW1xuXShEYXNoYm9hcmRfQ29sbGVjdGlvbl9Db3N0X3ZzX1NpemUucG5nKQ0KDQohW1xuXShEYXNoYm9hcmRfQ29tcHV0ZXJfQ291bnRfYW5kX1VzYWdlLnBuZykNCg0KIyMgVGhlIFNoaW55IFZpc3VhbGl6YXRpb25zDQo8YSBocmVmPSIjdG9wIj5CYWNrIFRvIFRvcDwvYT4NCg==